Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 7739 |
| Missing cells | 227 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.3 MiB |
| Average record size in memory | 587.9 B |
Variable types
| Numeric | 17 |
|---|---|
| Categorical | 9 |
aps is highly overall correlated with avtisst and 2 other fields | High correlation |
avtisst is highly overall correlated with aps and 2 other fields | High correlation |
ca is highly overall correlated with dzclass and 1 other fields | High correlation |
dnr is highly overall correlated with hospdead | High correlation |
dzclass is highly overall correlated with ca and 1 other fields | High correlation |
dzgroup is highly overall correlated with ca and 1 other fields | High correlation |
hospdead is highly overall correlated with avtisst and 2 other fields | High correlation |
scoma is highly overall correlated with surv2m | High correlation |
sps is highly overall correlated with aps and 3 other fields | High correlation |
surv2m is highly overall correlated with aps and 4 other fields | High correlation |
surv6m is highly overall correlated with sps and 1 other fields | High correlation |
race is highly imbalanced (58.4%) | Imbalance |
dementia is highly imbalanced (79.1%) | Imbalance |
num.co has 1005 (13.0%) zeros | Zeros |
scoma has 5435 (70.2%) zeros | Zeros |
surv2m has 120 (1.6%) zeros | Zeros |
surv6m has 174 (2.2%) zeros | Zeros |
adlsc has 2649 (34.2%) zeros | Zeros |
Reproduction
| Analysis started | 2024-09-24 15:41:29.841678 |
|---|---|
| Analysis finished | 2024-09-24 15:41:43.063038 |
| Duration | 13.22 seconds |
| Software version | ydata-profiling vv4.10.0 |
| Download configuration | config.json |
age
Real number (ℝ)
| Distinct | 6425 |
|---|---|
| Distinct (%) | 83.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.670646 |
| Minimum | 18.04199 |
|---|---|
| Maximum | 101.84796 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 379.0 KiB |
Quantile statistics
| Minimum | 18.04199 |
|---|---|
| 5-th percentile | 33.16299 |
| Q1 | 52.940475 |
| median | 64.87598 |
| Q3 | 74.087495 |
| 95-th percentile | 85.130987 |
| Maximum | 101.84796 |
| Range | 83.80597 |
| Interquartile range (IQR) | 21.14702 |
Descriptive statistics
| Standard deviation | 15.624771 |
|---|---|
| Coefficient of variation (CV) | 0.24931562 |
| Kurtosis | -0.15509917 |
| Mean | 62.670646 |
| Median Absolute Deviation (MAD) | 10.31598 |
| Skewness | -0.50854255 |
| Sum | 485008.13 |
| Variance | 244.13346 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 72.28699 | 4 | 0.1% |
| 52.98599 | 4 | 0.1% |
| 69.125 | 4 | 0.1% |
| 71.461 | 4 | 0.1% |
| 74.46698 | 4 | 0.1% |
| 71.99695 | 4 | 0.1% |
| 69.54095 | 4 | 0.1% |
| 65.53894 | 4 | 0.1% |
| 55.42499 | 4 | 0.1% |
| 68.64099 | 4 | 0.1% |
| Other values (6415) | 7699 |
| Value | Count | Frequency (%) |
| 18.04199 | 1 | |
| 18.146 | 1 | |
| 18.16299 | 1 | |
| 18.18999 | 1 | |
| 18.41499 | 1 | |
| 18.502 | 1 | |
| 18.754 | 1 | |
| 18.77599 | 1 | |
| 18.84999 | 1 | |
| 18.946 | 1 |
| Value | Count | Frequency (%) |
| 101.84796 | 1 | |
| 100.849 | 1 | |
| 100.67896 | 1 | |
| 100.24597 | 1 | |
| 100.13098 | 1 | |
| 99.28497 | 1 | |
| 98.08899 | 1 | |
| 97.83997 | 1 | |
| 97.59595 | 1 | |
| 97.51099 | 1 |
sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 786.1 KiB |
| male | |
|---|---|
| female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.8654865 |
| Min length | 4 |
Characters and Unicode
| Total characters | 37654 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | male |
|---|---|
| 2nd row | male |
| 3rd row | female |
| 4th row | male |
| 5th row | male |
Common Values
| Value | Count | Frequency (%) |
| male | 4390 | |
| female | 3349 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 4390 | |
| female | 3349 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 11088 | |
| m | 7739 | |
| a | 7739 | |
| l | 7739 | |
| f | 3349 | 8.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 37654 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 11088 | |
| m | 7739 | |
| a | 7739 | |
| l | 7739 | |
| f | 3349 | 8.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 37654 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 11088 | |
| m | 7739 | |
| a | 7739 | |
| l | 7739 | |
| f | 3349 | 8.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 37654 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 11088 | |
| m | 7739 | |
| a | 7739 | |
| l | 7739 | |
| f | 3349 | 8.9% |
dzgroup
Categorical
HIGH CORRELATION
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 831.7 KiB |
| ARF/MOSF w/Sepsis | |
|---|---|
| CHF | |
| COPD | |
| Lung Cancer | |
| MOSF w/Malig | |
| Other values (3) |
Length
| Max length | 17 |
|---|---|
| Median length | 12 |
| Mean length | 10.906189 |
| Min length | 3 |
Characters and Unicode
| Total characters | 84403 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MOSF w/Malig |
|---|---|
| 2nd row | ARF/MOSF w/Sepsis |
| 3rd row | CHF |
| 4th row | Cirrhosis |
| 5th row | COPD |
Common Values
| Value | Count | Frequency (%) |
| ARF/MOSF w/Sepsis | 2971 | |
| CHF | 1173 | 15.2% |
| COPD | 823 | 10.6% |
| Lung Cancer | 782 | 10.1% |
| MOSF w/Malig | 611 | 7.9% |
| Coma | 510 | 6.6% |
| Cirrhosis | 439 | 5.7% |
| Colon Cancer | 430 | 5.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| arf/mosf | 2971 | |
| w/sepsis | 2971 | |
| cancer | 1212 | |
| chf | 1173 | 9.4% |
| copd | 823 | 6.6% |
| lung | 782 | 6.2% |
| mosf | 611 | 4.9% |
| w/malig | 611 | 4.9% |
| coma | 510 | 4.1% |
| cirrhosis | 439 | 3.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 7726 | 9.2% |
| s | 6820 | 8.1% |
| / | 6553 | 7.8% |
| S | 6553 | 7.8% |
| 4794 | 5.7% | |
| C | 4587 | 5.4% |
| i | 4460 | 5.3% |
| O | 4405 | 5.2% |
| M | 4193 | 5.0% |
| e | 4183 | 5.0% |
| Other values (18) | 30129 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 84403 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| F | 7726 | 9.2% |
| s | 6820 | 8.1% |
| / | 6553 | 7.8% |
| S | 6553 | 7.8% |
| 4794 | 5.7% | |
| C | 4587 | 5.4% |
| i | 4460 | 5.3% |
| O | 4405 | 5.2% |
| M | 4193 | 5.0% |
| e | 4183 | 5.0% |
| Other values (18) | 30129 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 84403 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| F | 7726 | 9.2% |
| s | 6820 | 8.1% |
| / | 6553 | 7.8% |
| S | 6553 | 7.8% |
| 4794 | 5.7% | |
| C | 4587 | 5.4% |
| i | 4460 | 5.3% |
| O | 4405 | 5.2% |
| M | 4193 | 5.0% |
| e | 4183 | 5.0% |
| Other values (18) | 30129 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 84403 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| F | 7726 | 9.2% |
| s | 6820 | 8.1% |
| / | 6553 | 7.8% |
| S | 6553 | 7.8% |
| 4794 | 5.7% | |
| C | 4587 | 5.4% |
| i | 4460 | 5.3% |
| O | 4405 | 5.2% |
| M | 4193 | 5.0% |
| e | 4183 | 5.0% |
| Other values (18) | 30129 |
dzclass
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 829.2 KiB |
| ARF/MOSF | |
|---|---|
| COPD/CHF/Cirrhosis | |
| Cancer | |
| Coma |
Length
| Max length | 18 |
|---|---|
| Median length | 8 |
| Mean length | 10.569583 |
| Min length | 4 |
Characters and Unicode
| Total characters | 81798 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ARF/MOSF |
|---|---|
| 2nd row | ARF/MOSF |
| 3rd row | COPD/CHF/Cirrhosis |
| 4th row | COPD/CHF/Cirrhosis |
| 5th row | COPD/CHF/Cirrhosis |
Common Values
| Value | Count | Frequency (%) |
| ARF/MOSF | 3582 | |
| COPD/CHF/Cirrhosis | 2435 | |
| Cancer | 1212 | 15.7% |
| Coma | 510 | 6.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| arf/mosf | 3582 | |
| copd/chf/cirrhosis | 2435 | |
| cancer | 1212 | 15.7% |
| coma | 510 | 6.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 9599 | |
| C | 9027 | |
| / | 8452 | 10.3% |
| r | 6082 | 7.4% |
| O | 6017 | 7.4% |
| s | 4870 | 6.0% |
| i | 4870 | 6.0% |
| A | 3582 | 4.4% |
| M | 3582 | 4.4% |
| S | 3582 | 4.4% |
| Other values (11) | 22135 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 81798 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| F | 9599 | |
| C | 9027 | |
| / | 8452 | 10.3% |
| r | 6082 | 7.4% |
| O | 6017 | 7.4% |
| s | 4870 | 6.0% |
| i | 4870 | 6.0% |
| A | 3582 | 4.4% |
| M | 3582 | 4.4% |
| S | 3582 | 4.4% |
| Other values (11) | 22135 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 81798 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| F | 9599 | |
| C | 9027 | |
| / | 8452 | 10.3% |
| r | 6082 | 7.4% |
| O | 6017 | 7.4% |
| s | 4870 | 6.0% |
| i | 4870 | 6.0% |
| A | 3582 | 4.4% |
| M | 3582 | 4.4% |
| S | 3582 | 4.4% |
| Other values (11) | 22135 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 81798 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| F | 9599 | |
| C | 9027 | |
| / | 8452 | 10.3% |
| r | 6082 | 7.4% |
| O | 6017 | 7.4% |
| s | 4870 | 6.0% |
| i | 4870 | 6.0% |
| A | 3582 | 4.4% |
| M | 3582 | 4.4% |
| S | 3582 | 4.4% |
| Other values (11) | 22135 |
num.co
Real number (ℝ)
ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8702675 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 1005 |
| Zeros (%) | 13.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 379.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3516858 |
|---|---|
| Coefficient of variation (CV) | 0.72272328 |
| Kurtosis | 0.66788723 |
| Mean | 1.8702675 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.83493303 |
| Sum | 14474 |
| Variance | 1.8270546 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 2561 | |
| 2 | 2024 | |
| 3 | 1204 | |
| 0 | 1005 | 13.0% |
| 4 | 608 | 7.9% |
| 5 | 228 | 2.9% |
| 6 | 87 | 1.1% |
| 7 | 18 | 0.2% |
| 8 | 3 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1005 | 13.0% |
| 1 | 2561 | |
| 2 | 2024 | |
| 3 | 1204 | |
| 4 | 608 | 7.9% |
| 5 | 228 | 2.9% |
| 6 | 87 | 1.1% |
| 7 | 18 | 0.2% |
| 8 | 3 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 8 | 3 | < 0.1% |
| 7 | 18 | 0.2% |
| 6 | 87 | 1.1% |
| 5 | 228 | 2.9% |
| 4 | 608 | 7.9% |
| 3 | 1204 | |
| 2 | 2024 | |
| 1 | 2561 | |
| 0 | 1005 | 13.0% |
scoma
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.07741 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 5435 |
| Zeros (%) | 70.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 379.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 9 |
| 95-th percentile | 61 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 24.670994 |
|---|---|
| Coefficient of variation (CV) | 2.0427388 |
| Kurtosis | 4.8536201 |
| Mean | 12.07741 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.3349461 |
| Sum | 93455 |
| Variance | 608.65796 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0 | 5435 | |
| 9 | 643 | 8.3% |
| 26 | 364 | 4.7% |
| 44 | 333 | 4.3% |
| 100 | 287 | 3.7% |
| 37 | 222 | 2.9% |
| 41 | 173 | 2.2% |
| 61 | 105 | 1.4% |
| 55 | 81 | 1.0% |
| 89 | 49 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 5435 | |
| 9 | 643 | 8.3% |
| 26 | 364 | 4.7% |
| 37 | 222 | 2.9% |
| 41 | 173 | 2.2% |
| 44 | 333 | 4.3% |
| 55 | 81 | 1.0% |
| 61 | 105 | 1.4% |
| 89 | 49 | 0.6% |
| 94 | 46 | 0.6% |
| Value | Count | Frequency (%) |
| 100 | 287 | |
| 94 | 46 | 0.6% |
| 89 | 49 | 0.6% |
| 61 | 105 | 1.4% |
| 55 | 81 | 1.0% |
| 44 | 333 | |
| 41 | 173 | 2.2% |
| 37 | 222 | 2.9% |
| 26 | 364 | |
| 9 | 643 |
avtisst
Real number (ℝ)
HIGH CORRELATION
| Distinct | 348 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 71 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.565824 |
| Minimum | 1 |
|---|---|
| Maximum | 83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 379.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 12 |
| median | 19.5 |
| Q3 | 31.541664 |
| 95-th percentile | 48 |
| Maximum | 83 |
| Range | 82 |
| Interquartile range (IQR) | 19.541664 |
Descriptive statistics
| Standard deviation | 13.264845 |
|---|---|
| Coefficient of variation (CV) | 0.58782894 |
| Kurtosis | -0.063614371 |
| Mean | 22.565824 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.77219709 |
| Sum | 173034.74 |
| Variance | 175.9561 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11 | 208 | 2.7% |
| 10 | 195 | 2.5% |
| 12 | 191 | 2.5% |
| 9 | 185 | 2.4% |
| 13 | 184 | 2.4% |
| 8 | 183 | 2.4% |
| 7 | 165 | 2.1% |
| 16 | 158 | 2.0% |
| 14 | 151 | 2.0% |
| 15 | 145 | 1.9% |
| Other values (338) | 5903 |
| Value | Count | Frequency (%) |
| 1 | 5 | 0.1% |
| 1.5 | 1 | < 0.1% |
| 1.666666 | 1 | < 0.1% |
| 2 | 9 | 0.1% |
| 2.333332 | 1 | < 0.1% |
| 2.5 | 8 | 0.1% |
| 3 | 32 | |
| 3.25 | 1 | < 0.1% |
| 3.333332 | 1 | < 0.1% |
| 3.5 | 12 | 0.2% |
| Value | Count | Frequency (%) |
| 83 | 1 | |
| 78 | 1 | |
| 77 | 1 | |
| 75 | 1 | |
| 73 | 1 | |
| 72 | 1 | |
| 70 | 2 | |
| 69 | 1 | |
| 68 | 1 | |
| 67 | 1 |
race
Categorical
IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 35 |
| Missing (%) | 0.5% |
| Memory size | 786.8 KiB |
| white | |
|---|---|
| black | |
| hispanic | 244 |
| other | 90 |
| asian | 59 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.0950156 |
| Min length | 5 |
Characters and Unicode
| Total characters | 39252 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | white |
|---|---|
| 2nd row | white |
| 3rd row | hispanic |
| 4th row | white |
| 5th row | white |
Common Values
| Value | Count | Frequency (%) |
| white | 6122 | |
| black | 1189 | 15.4% |
| hispanic | 244 | 3.2% |
| other | 90 | 1.2% |
| asian | 59 | 0.8% |
| (Missing) | 35 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| white | 6122 | |
| black | 1189 | 15.4% |
| hispanic | 244 | 3.2% |
| other | 90 | 1.2% |
| asian | 59 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 6669 | |
| h | 6456 | |
| t | 6212 | |
| e | 6212 | |
| w | 6122 | |
| a | 1551 | 4.0% |
| c | 1433 | 3.7% |
| b | 1189 | 3.0% |
| l | 1189 | 3.0% |
| k | 1189 | 3.0% |
| Other values (5) | 1030 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 39252 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 6669 | |
| h | 6456 | |
| t | 6212 | |
| e | 6212 | |
| w | 6122 | |
| a | 1551 | 4.0% |
| c | 1433 | 3.7% |
| b | 1189 | 3.0% |
| l | 1189 | 3.0% |
| k | 1189 | 3.0% |
| Other values (5) | 1030 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 39252 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 6669 | |
| h | 6456 | |
| t | 6212 | |
| e | 6212 | |
| w | 6122 | |
| a | 1551 | 4.0% |
| c | 1433 | 3.7% |
| b | 1189 | 3.0% |
| l | 1189 | 3.0% |
| k | 1189 | 3.0% |
| Other values (5) | 1030 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 39252 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 6669 | |
| h | 6456 | |
| t | 6212 | |
| e | 6212 | |
| w | 6122 | |
| a | 1551 | 4.0% |
| c | 1433 | 3.7% |
| b | 1189 | 3.0% |
| l | 1189 | 3.0% |
| k | 1189 | 3.0% |
| Other values (5) | 1030 | 2.6% |
sps
Real number (ℝ)
HIGH CORRELATION
| Distinct | 585 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.526894 |
| Minimum | 0.1999817 |
|---|---|
| Maximum | 99.1875 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 379.0 KiB |
Quantile statistics
| Minimum | 0.1999817 |
|---|---|
| 5-th percentile | 13.699219 |
| Q1 | 19 |
| median | 23.898438 |
| Q3 | 30.199219 |
| 95-th percentile | 42.710547 |
| Maximum | 99.1875 |
| Range | 98.987518 |
| Interquartile range (IQR) | 11.199219 |
Descriptive statistics
| Standard deviation | 9.8825634 |
|---|---|
| Coefficient of variation (CV) | 0.3871432 |
| Kurtosis | 5.5660309 |
| Mean | 25.526894 |
| Median Absolute Deviation (MAD) | 5.5 |
| Skewness | 1.5852019 |
| Sum | 197527.11 |
| Variance | 97.665059 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18.8984375 | 57 | 0.7% |
| 22.6992188 | 52 | 0.7% |
| 20.6992188 | 51 | 0.7% |
| 21.0976562 | 50 | 0.6% |
| 16.796875 | 49 | 0.6% |
| 23.5976562 | 49 | 0.6% |
| 21.6992188 | 49 | 0.6% |
| 21.8984375 | 49 | 0.6% |
| 21.5976562 | 47 | 0.6% |
| 19.8984375 | 46 | 0.6% |
| Other values (575) | 7239 |
| Value | Count | Frequency (%) |
| 0.1999817 | 1 | < 0.1% |
| 1.1999512 | 2 | |
| 1.5 | 1 | < 0.1% |
| 1.8999023 | 1 | < 0.1% |
| 2 | 2 | |
| 2.2998047 | 1 | < 0.1% |
| 2.699707 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 3.0996094 | 1 | < 0.1% |
| 3.2998047 | 3 |
| Value | Count | Frequency (%) |
| 99.1875 | 1 | |
| 95.59375 | 1 | |
| 91.09375 | 1 | |
| 89.6875 | 1 | |
| 88.390625 | 1 | |
| 87.5 | 1 | |
| 85.09375 | 1 | |
| 84.390625 | 1 | |
| 83.6875 | 1 | |
| 82.390625 | 1 |
aps
Real number (ℝ)
HIGH CORRELATION
| Distinct | 124 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.614241 |
| Minimum | 0 |
|---|---|
| Maximum | 143 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 379.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 23 |
| median | 34 |
| Q3 | 49 |
| 95-th percentile | 76 |
| Maximum | 143 |
| Range | 143 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.974274 |
|---|---|
| Coefficient of variation (CV) | 0.53102956 |
| Kurtosis | 1.0766472 |
| Mean | 37.614241 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.95427806 |
| Sum | 291059 |
| Variance | 398.97163 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 32 | 201 | 2.6% |
| 34 | 192 | 2.5% |
| 31 | 181 | 2.3% |
| 36 | 175 | 2.3% |
| 22 | 174 | 2.2% |
| 23 | 172 | 2.2% |
| 35 | 171 | 2.2% |
| 26 | 170 | 2.2% |
| 20 | 169 | 2.2% |
| 30 | 168 | 2.2% |
| Other values (114) | 5965 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 2 | 7 | 0.1% |
| 3 | 7 | 0.1% |
| 4 | 5 | 0.1% |
| 5 | 40 | |
| 6 | 39 | |
| 7 | 23 | 0.3% |
| 8 | 31 | 0.4% |
| 9 | 85 |
| Value | Count | Frequency (%) |
| 143 | 1 | < 0.1% |
| 133 | 1 | < 0.1% |
| 129 | 2 | |
| 127 | 1 | < 0.1% |
| 123 | 1 | < 0.1% |
| 121 | 2 | |
| 118 | 2 | |
| 117 | 1 | < 0.1% |
| 116 | 3 | |
| 115 | 2 |
surv2m
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 938 |
|---|---|
| Distinct (%) | 12.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6348917 |
| Minimum | 0 |
|---|---|
| Maximum | 0.9699707 |
| Zeros | 120 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 379.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.07598877 |
| Q1 | 0.50488281 |
| median | 0.71594238 |
| Q3 | 0.8269043 |
| 95-th percentile | 0.90698242 |
| Maximum | 0.9699707 |
| Range | 0.9699707 |
| Interquartile range (IQR) | 0.32202149 |
Descriptive statistics
| Standard deviation | 0.24911854 |
|---|---|
| Coefficient of variation (CV) | 0.39237958 |
| Kurtosis | 0.12139622 |
| Mean | 0.6348917 |
| Median Absolute Deviation (MAD) | 0.13598633 |
| Skewness | -1.0325568 |
| Sum | 4912.792 |
| Variance | 0.062060046 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 120 | 1.6% |
| 0.827880859 | 31 | 0.4% |
| 0.850952148 | 30 | 0.4% |
| 0.863891602 | 29 | 0.4% |
| 0.843994141 | 29 | 0.4% |
| 0.819946289 | 29 | 0.4% |
| 0.873901367 | 29 | 0.4% |
| 0.823974609 | 29 | 0.4% |
| 0.844970703 | 28 | 0.4% |
| 0.860961914 | 27 | 0.3% |
| Other values (928) | 7357 |
| Value | Count | Frequency (%) |
| 0 | 120 | |
| 0.000999928 | 19 | 0.2% |
| 0.001999855 | 6 | 0.1% |
| 0.002999783 | 15 | 0.2% |
| 0.00399971 | 7 | 0.1% |
| 0.004999161 | 2 | < 0.1% |
| 0.005999565 | 4 | 0.1% |
| 0.00699997 | 9 | 0.1% |
| 0.00799942 | 5 | 0.1% |
| 0.008998871 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 0.969970703 | 1 | < 0.1% |
| 0.966918945 | 1 | < 0.1% |
| 0.963989258 | 1 | < 0.1% |
| 0.962890625 | 1 | < 0.1% |
| 0.9609375 | 1 | < 0.1% |
| 0.957885742 | 1 | < 0.1% |
| 0.95690918 | 2 | < 0.1% |
| 0.955932617 | 1 | < 0.1% |
| 0.954956055 | 5 | |
| 0.953979492 | 3 |
surv6m
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 931 |
|---|---|
| Distinct (%) | 12.0% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.51896038 |
| Minimum | 0 |
|---|---|
| Maximum | 0.94799805 |
| Zeros | 174 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 379.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.021999359 |
| Q1 | 0.33795166 |
| median | 0.57299805 |
| Q3 | 0.72692871 |
| 95-th percentile | 0.85095215 |
| Maximum | 0.94799805 |
| Range | 0.94799805 |
| Interquartile range (IQR) | 0.38897705 |
Descriptive statistics
| Standard deviation | 0.25449922 |
|---|---|
| Coefficient of variation (CV) | 0.49040203 |
| Kurtosis | -0.79421739 |
| Mean | 0.51896038 |
| Median Absolute Deviation (MAD) | 0.17895508 |
| Skewness | -0.54189592 |
| Sum | 4015.7154 |
| Variance | 0.064769854 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 174 | 2.2% |
| 0.000999928 | 28 | 0.4% |
| 0.642944336 | 25 | 0.3% |
| 0.743896484 | 24 | 0.3% |
| 0.708984375 | 23 | 0.3% |
| 0.718994141 | 23 | 0.3% |
| 0.693969727 | 22 | 0.3% |
| 0.762939453 | 22 | 0.3% |
| 0.00399971 | 21 | 0.3% |
| 0.66796875 | 21 | 0.3% |
| Other values (921) | 7355 |
| Value | Count | Frequency (%) |
| 0 | 174 | |
| 0.000999928 | 28 | 0.4% |
| 0.001999855 | 11 | 0.1% |
| 0.002999783 | 19 | 0.2% |
| 0.00399971 | 21 | 0.3% |
| 0.004999161 | 15 | 0.2% |
| 0.005999565 | 12 | 0.2% |
| 0.00699997 | 11 | 0.1% |
| 0.00799942 | 7 | 0.1% |
| 0.008998871 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 0.947998047 | 1 | < 0.1% |
| 0.942993164 | 1 | < 0.1% |
| 0.937988281 | 1 | < 0.1% |
| 0.936889648 | 3 | |
| 0.935913086 | 1 | < 0.1% |
| 0.932983398 | 2 | |
| 0.928955078 | 1 | < 0.1% |
| 0.926879883 | 2 | |
| 0.923950195 | 1 | < 0.1% |
| 0.922973633 | 3 |
hday
Real number (ℝ)
| Distinct | 83 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3826076 |
| Minimum | 1 |
|---|---|
| Maximum | 148 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 379.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 19 |
| Maximum | 148 |
| Range | 147 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 9.0483331 |
|---|---|
| Coefficient of variation (CV) | 2.0646003 |
| Kurtosis | 50.029374 |
| Mean | 4.3826076 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.7181948 |
| Sum | 33917 |
| Variance | 81.872331 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 5059 | |
| 2 | 428 | 5.5% |
| 3 | 340 | 4.4% |
| 4 | 269 | 3.5% |
| 5 | 183 | 2.4% |
| 6 | 150 | 1.9% |
| 7 | 141 | 1.8% |
| 8 | 125 | 1.6% |
| 9 | 92 | 1.2% |
| 10 | 87 | 1.1% |
| Other values (73) | 865 | 11.2% |
| Value | Count | Frequency (%) |
| 1 | 5059 | |
| 2 | 428 | 5.5% |
| 3 | 340 | 4.4% |
| 4 | 269 | 3.5% |
| 5 | 183 | 2.4% |
| 6 | 150 | 1.9% |
| 7 | 141 | 1.8% |
| 8 | 125 | 1.6% |
| 9 | 92 | 1.2% |
| 10 | 87 | 1.1% |
| Value | Count | Frequency (%) |
| 148 | 1 | |
| 140 | 1 | |
| 137 | 1 | |
| 128 | 1 | |
| 105 | 1 | |
| 104 | 1 | |
| 95 | 2 | |
| 94 | 1 | |
| 93 | 1 | |
| 88 | 1 |
diabetes
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 756.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7739 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6215 | |
| 1 | 1524 | 19.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6215 | |
| 1 | 1524 | 19.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6215 | |
| 1 | 1524 | 19.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7739 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6215 | |
| 1 | 1524 | 19.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7739 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6215 | |
| 1 | 1524 | 19.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7739 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6215 | |
| 1 | 1524 | 19.7% |
dementia
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 756.8 KiB |
| 0 | |
|---|---|
| 1 | 255 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7739 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7484 | |
| 1 | 255 | 3.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 7484 | |
| 1 | 255 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7484 | |
| 1 | 255 | 3.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7739 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7484 | |
| 1 | 255 | 3.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7739 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7484 | |
| 1 | 255 | 3.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7739 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7484 | |
| 1 | 255 | 3.3% |
ca
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 777.9 KiB |
| no | |
|---|---|
| metastatic | |
| yes |
Length
| Max length | 10 |
|---|---|
| Median length | 2 |
| Mean length | 3.7842098 |
| Min length | 2 |
Characters and Unicode
| Total characters | 29286 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | metastatic |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 5082 | |
| metastatic | 1593 | 20.6% |
| yes | 1064 | 13.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 5082 | |
| metastatic | 1593 | 20.6% |
| yes | 1064 | 13.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 5082 | |
| o | 5082 | |
| t | 4779 | |
| a | 3186 | |
| e | 2657 | |
| s | 2657 | |
| m | 1593 | 5.4% |
| i | 1593 | 5.4% |
| c | 1593 | 5.4% |
| y | 1064 | 3.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 29286 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 5082 | |
| o | 5082 | |
| t | 4779 | |
| a | 3186 | |
| e | 2657 | |
| s | 2657 | |
| m | 1593 | 5.4% |
| i | 1593 | 5.4% |
| c | 1593 | 5.4% |
| y | 1064 | 3.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 29286 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 5082 | |
| o | 5082 | |
| t | 4779 | |
| a | 3186 | |
| e | 2657 | |
| s | 2657 | |
| m | 1593 | 5.4% |
| i | 1593 | 5.4% |
| c | 1593 | 5.4% |
| y | 1064 | 3.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 29286 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 5082 | |
| o | 5082 | |
| t | 4779 | |
| a | 3186 | |
| e | 2657 | |
| s | 2657 | |
| m | 1593 | 5.4% |
| i | 1593 | 5.4% |
| c | 1593 | 5.4% |
| y | 1064 | 3.6% |
dnr
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 28 |
| Missing (%) | 0.4% |
| Memory size | 815.2 KiB |
| no dnr | |
|---|---|
| dnr after sadm | |
| dnr before sadm | 201 |
Length
| Max length | 15 |
|---|---|
| Median length | 6 |
| Mean length | 8.8417845 |
| Min length | 6 |
Characters and Unicode
| Total characters | 68179 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | dnr after sadm |
|---|---|
| 2nd row | no dnr |
| 3rd row | no dnr |
| 4th row | no dnr |
| 5th row | no dnr |
Common Values
| Value | Count | Frequency (%) |
| no dnr | 4997 | |
| dnr after sadm | 2513 | |
| dnr before sadm | 201 | 2.6% |
| (Missing) | 28 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| dnr | 7711 | |
| no | 4997 | |
| sadm | 2714 | 15.0% |
| after | 2513 | 13.9% |
| before | 201 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 12708 | |
| 10425 | ||
| d | 10425 | |
| r | 10425 | |
| a | 5227 | |
| o | 5198 | |
| e | 2915 | 4.3% |
| f | 2714 | 4.0% |
| s | 2714 | 4.0% |
| m | 2714 | 4.0% |
| Other values (2) | 2714 | 4.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 68179 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 12708 | |
| 10425 | ||
| d | 10425 | |
| r | 10425 | |
| a | 5227 | |
| o | 5198 | |
| e | 2915 | 4.3% |
| f | 2714 | 4.0% |
| s | 2714 | 4.0% |
| m | 2714 | 4.0% |
| Other values (2) | 2714 | 4.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 68179 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 12708 | |
| 10425 | ||
| d | 10425 | |
| r | 10425 | |
| a | 5227 | |
| o | 5198 | |
| e | 2915 | 4.3% |
| f | 2714 | 4.0% |
| s | 2714 | 4.0% |
| m | 2714 | 4.0% |
| Other values (2) | 2714 | 4.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 68179 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 12708 | |
| 10425 | ||
| d | 10425 | |
| r | 10425 | |
| a | 5227 | |
| o | 5198 | |
| e | 2915 | 4.3% |
| f | 2714 | 4.0% |
| s | 2714 | 4.0% |
| m | 2714 | 4.0% |
| Other values (2) | 2714 | 4.0% |
dnrday
Real number (ℝ)
| Distinct | 172 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 28 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.6007 |
| Minimum | -88 |
|---|---|
| Maximum | 285 |
| Zeros | 32 |
| Zeros (%) | 0.4% |
| Negative | 169 |
| Negative (%) | 2.2% |
| Memory size | 379.0 KiB |
Quantile statistics
| Minimum | -88 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 9 |
| Q3 | 17 |
| 95-th percentile | 48 |
| Maximum | 285 |
| Range | 373 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 20.065423 |
|---|---|
| Coefficient of variation (CV) | 1.3742781 |
| Kurtosis | 29.165312 |
| Mean | 14.6007 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 4.2488923 |
| Sum | 112586 |
| Variance | 402.62121 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5 | 544 | 7.0% |
| 4 | 534 | 6.9% |
| 1 | 511 | 6.6% |
| 6 | 496 | 6.4% |
| 7 | 433 | 5.6% |
| 3 | 421 | 5.4% |
| 9 | 361 | 4.7% |
| 2 | 353 | 4.6% |
| 8 | 345 | 4.5% |
| 10 | 293 | 3.8% |
| Other values (162) | 3420 |
| Value | Count | Frequency (%) |
| -88 | 1 | < 0.1% |
| -39 | 1 | < 0.1% |
| -27 | 1 | < 0.1% |
| -17 | 1 | < 0.1% |
| -15 | 1 | < 0.1% |
| -13 | 1 | < 0.1% |
| -12 | 1 | < 0.1% |
| -11 | 1 | < 0.1% |
| -10 | 1 | < 0.1% |
| -9 | 3 |
| Value | Count | Frequency (%) |
| 285 | 1 | |
| 281 | 1 | |
| 245 | 1 | |
| 226 | 1 | |
| 223 | 1 | |
| 211 | 1 | |
| 207 | 1 | |
| 202 | 1 | |
| 189 | 1 | |
| 186 | 1 |
meanbp
Real number (ℝ)
| Distinct | 159 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.577216 |
| Minimum | 0 |
|---|---|
| Maximum | 195 |
| Zeros | 45 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 379.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 47 |
| Q1 | 63 |
| median | 77 |
| Q3 | 107 |
| 95-th percentile | 130 |
| Maximum | 195 |
| Range | 195 |
| Interquartile range (IQR) | 44 |
Descriptive statistics
| Standard deviation | 27.687773 |
|---|---|
| Coefficient of variation (CV) | 0.32736681 |
| Kurtosis | -0.29174 |
| Mean | 84.577216 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.24968069 |
| Sum | 654458.5 |
| Variance | 766.61278 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 63 | 248 | 3.2% |
| 73 | 237 | 3.1% |
| 67 | 205 | 2.6% |
| 77 | 188 | 2.4% |
| 65 | 185 | 2.4% |
| 103 | 168 | 2.2% |
| 107 | 167 | 2.2% |
| 70 | 166 | 2.1% |
| 68 | 151 | 2.0% |
| 60 | 145 | 1.9% |
| Other values (149) | 5878 |
| Value | Count | Frequency (%) |
| 0 | 45 | |
| 5 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 22 | 2 | < 0.1% |
| 23 | 2 | < 0.1% |
| 24 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 195 | 1 | < 0.1% |
| 193 | 1 | < 0.1% |
| 187 | 1 | < 0.1% |
| 180 | 1 | < 0.1% |
| 178 | 1 | < 0.1% |
| 173 | 1 | < 0.1% |
| 172 | 2 | |
| 167 | 3 | |
| 166 | 1 | < 0.1% |
| 165 | 3 |
hrt
Real number (ℝ)
| Distinct | 184 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 97.006293 |
| Minimum | 0 |
|---|---|
| Maximum | 300 |
| Zeros | 72 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 379.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 55 |
| Q1 | 72 |
| median | 100 |
| Q3 | 120 |
| 95-th percentile | 146 |
| Maximum | 300 |
| Range | 300 |
| Interquartile range (IQR) | 48 |
Descriptive statistics
| Standard deviation | 31.529275 |
|---|---|
| Coefficient of variation (CV) | 0.32502298 |
| Kurtosis | 0.64383123 |
| Mean | 97.006293 |
| Median Absolute Deviation (MAD) | 24 |
| Skewness | 0.21944775 |
| Sum | 750634.7 |
| Variance | 994.09516 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80 | 393 | 5.1% |
| 70 | 318 | 4.1% |
| 120 | 306 | 4.0% |
| 110 | 301 | 3.9% |
| 100 | 256 | 3.3% |
| 60 | 238 | 3.1% |
| 115 | 221 | 2.9% |
| 125 | 174 | 2.2% |
| 105 | 169 | 2.2% |
| 65 | 164 | 2.1% |
| Other values (174) | 5198 |
| Value | Count | Frequency (%) |
| 0 | 72 | |
| 5 | 1 | < 0.1% |
| 5.299805 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 11.398438 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 20 | 3 | < 0.1% |
| 22 | 2 | < 0.1% |
| 24 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 300 | 1 | < 0.1% |
| 250 | 1 | < 0.1% |
| 232 | 2 | |
| 230 | 1 | < 0.1% |
| 225 | 1 | < 0.1% |
| 224 | 1 | < 0.1% |
| 220 | 1 | < 0.1% |
| 215 | 2 | |
| 212 | 2 | |
| 210 | 3 |
resp
Real number (ℝ)
| Distinct | 64 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.322176 |
| Minimum | 0 |
|---|---|
| Maximum | 90 |
| Zeros | 56 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 379.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 18 |
| median | 24 |
| Q3 | 28 |
| 95-th percentile | 40 |
| Maximum | 90 |
| Range | 90 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 9.5531534 |
|---|---|
| Coefficient of variation (CV) | 0.40961672 |
| Kurtosis | 1.080763 |
| Mean | 23.322176 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.47656584 |
| Sum | 180467 |
| Variance | 91.262739 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20 | 1173 | |
| 24 | 1055 | |
| 28 | 616 | 8.0% |
| 22 | 451 | 5.8% |
| 10 | 418 | 5.4% |
| 16 | 367 | 4.7% |
| 32 | 354 | 4.6% |
| 12 | 332 | 4.3% |
| 26 | 328 | 4.2% |
| 30 | 285 | 3.7% |
| Other values (54) | 2359 |
| Value | Count | Frequency (%) |
| 0 | 56 | 0.7% |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 17 | 0.2% |
| 5 | 9 | 0.1% |
| 6 | 65 | 0.8% |
| 7 | 19 | 0.2% |
| 8 | 260 | |
| 9 | 56 | 0.7% |
| 10 | 418 |
| Value | Count | Frequency (%) |
| 90 | 1 | < 0.1% |
| 76 | 2 | < 0.1% |
| 72 | 1 | < 0.1% |
| 68 | 1 | < 0.1% |
| 67 | 1 | < 0.1% |
| 64 | 1 | < 0.1% |
| 60 | 13 | |
| 58 | 2 | < 0.1% |
| 56 | 7 | |
| 55 | 4 | 0.1% |
temp
Real number (ℝ)
| Distinct | 95 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.108519 |
| Minimum | 32 |
|---|---|
| Maximum | 41.29688 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 379.0 KiB |
Quantile statistics
| Minimum | 32 |
|---|---|
| 5-th percentile | 35.39844 |
| Q1 | 36.19531 |
| median | 36.69531 |
| Q3 | 38.19531 |
| 95-th percentile | 39.19531 |
| Maximum | 41.29688 |
| Range | 9.29688 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2578108 |
|---|---|
| Coefficient of variation (CV) | 0.033895473 |
| Kurtosis | -0.50500122 |
| Mean | 37.108519 |
| Median Absolute Deviation (MAD) | 0.89843 |
| Skewness | 0.30399969 |
| Sum | 287145.72 |
| Variance | 1.582088 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 36.09375 | 418 | 5.4% |
| 36.19531 | 397 | 5.1% |
| 36.39844 | 383 | 4.9% |
| 36 | 364 | 4.7% |
| 36.29688 | 326 | 4.2% |
| 36.59375 | 318 | 4.1% |
| 36.5 | 278 | 3.6% |
| 36.69531 | 268 | 3.5% |
| 36.79688 | 265 | 3.4% |
| 38 | 221 | 2.9% |
| Other values (85) | 4500 |
| Value | Count | Frequency (%) |
| 32 | 1 | |
| 32.09375 | 1 | |
| 32.19531 | 1 | |
| 32.29688 | 1 | |
| 32.39844 | 1 | |
| 32.5 | 1 | |
| 32.89844 | 2 | |
| 33 | 1 | |
| 33.09375 | 1 | |
| 33.19531 | 1 |
| Value | Count | Frequency (%) |
| 41.29688 | 1 | < 0.1% |
| 41.19531 | 2 | |
| 41.09375 | 1 | < 0.1% |
| 41 | 3 | |
| 40.89844 | 2 | |
| 40.79688 | 1 | < 0.1% |
| 40.69531 | 2 | |
| 40.59375 | 3 | |
| 40.5 | 4 | |
| 40.39844 | 3 |
crea
Real number (ℝ)
| Distinct | 126 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 55 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7701601 |
| Minimum | 0.09999084 |
|---|---|
| Maximum | 21.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 379.0 KiB |
Quantile statistics
| Minimum | 0.09999084 |
|---|---|
| 5-th percentile | 0.59997559 |
| Q1 | 0.89990234 |
| median | 1.1999512 |
| Q3 | 1.8999023 |
| 95-th percentile | 5.3994141 |
| Maximum | 21.5 |
| Range | 21.400009 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.68865 |
|---|---|
| Coefficient of variation (CV) | 0.95395326 |
| Kurtosis | 14.876342 |
| Mean | 1.7701601 |
| Median Absolute Deviation (MAD) | 0.40002441 |
| Skewness | 3.263518 |
| Sum | 13601.91 |
| Variance | 2.8515387 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.89990234 | 685 | 8.9% |
| 0.79992676 | 662 | 8.6% |
| 0.69995117 | 555 | 7.2% |
| 1 | 546 | 7.1% |
| 1.09985352 | 534 | 6.9% |
| 1.19995117 | 521 | 6.7% |
| 1.29980469 | 401 | 5.2% |
| 0.59997559 | 354 | 4.6% |
| 1.39990234 | 313 | 4.0% |
| 1.5 | 271 | 3.5% |
| Other values (116) | 2842 |
| Value | Count | Frequency (%) |
| 0.09999084 | 1 | < 0.1% |
| 0.19998169 | 5 | 0.1% |
| 0.29998779 | 16 | 0.2% |
| 0.39996338 | 64 | 0.8% |
| 0.5 | 164 | 2.1% |
| 0.59997559 | 354 | |
| 0.69995117 | 555 | |
| 0.79992676 | 662 | |
| 0.89990234 | 685 | |
| 1 | 546 |
| Value | Count | Frequency (%) |
| 21.5 | 1 | < 0.1% |
| 18.3984375 | 2 | |
| 14.6992188 | 1 | < 0.1% |
| 14.5 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 13.7988281 | 1 | < 0.1% |
| 13.1992188 | 1 | < 0.1% |
| 13.0996094 | 1 | < 0.1% |
| 12.8984375 | 2 | |
| 12.3984375 | 3 |
sod
Real number (ℝ)
| Distinct | 59 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 137.56694 |
| Minimum | 110 |
|---|---|
| Maximum | 181 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 379.0 KiB |
Quantile statistics
| Minimum | 110 |
|---|---|
| 5-th percentile | 128 |
| Q1 | 134 |
| median | 137 |
| Q3 | 141 |
| 95-th percentile | 148 |
| Maximum | 181 |
| Range | 71 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 6.059353 |
|---|---|
| Coefficient of variation (CV) | 0.044046577 |
| Kurtosis | 1.6878062 |
| Mean | 137.56694 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.35295508 |
| Sum | 1064493 |
| Variance | 36.715759 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 136 | 628 | 8.1% |
| 137 | 582 | 7.5% |
| 138 | 569 | 7.4% |
| 135 | 527 | 6.8% |
| 139 | 503 | 6.5% |
| 134 | 466 | 6.0% |
| 140 | 455 | 5.9% |
| 141 | 421 | 5.4% |
| 142 | 409 | 5.3% |
| 133 | 393 | 5.1% |
| Other values (49) | 2785 |
| Value | Count | Frequency (%) |
| 110 | 1 | < 0.1% |
| 111 | 1 | < 0.1% |
| 112 | 2 | < 0.1% |
| 113 | 1 | < 0.1% |
| 114 | 1 | < 0.1% |
| 115 | 1 | < 0.1% |
| 116 | 1 | < 0.1% |
| 117 | 4 | |
| 118 | 4 | |
| 119 | 6 |
| Value | Count | Frequency (%) |
| 181 | 1 | < 0.1% |
| 175 | 1 | < 0.1% |
| 173 | 1 | < 0.1% |
| 168 | 2 | < 0.1% |
| 166 | 1 | < 0.1% |
| 165 | 1 | < 0.1% |
| 164 | 3 | |
| 163 | 1 | < 0.1% |
| 161 | 2 | < 0.1% |
| 160 | 7 |
adlsc
Real number (ℝ)
ZEROS
| Distinct | 1519 |
|---|---|
| Distinct (%) | 19.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8830174 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 2649 |
| Zeros (%) | 34.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 379.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.0024989 |
|---|---|
| Coefficient of variation (CV) | 1.0634522 |
| Kurtosis | -0.0518187 |
| Mean | 1.8830174 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.94353723 |
| Sum | 14572.671 |
| Variance | 4.010002 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2649 | |
| 1 | 877 | 11.3% |
| 2 | 399 | 5.2% |
| 6 | 348 | 4.5% |
| 3 | 276 | 3.6% |
| 5 | 276 | 3.6% |
| 7 | 255 | 3.3% |
| 4 | 217 | 2.8% |
| 0.494751 | 210 | 2.7% |
| 0.4947999 | 163 | 2.1% |
| Other values (1509) | 2069 |
| Value | Count | Frequency (%) |
| 0 | 2649 | |
| 0.494751 | 210 | 2.7% |
| 0.4947999 | 163 | 2.1% |
| 1 | 877 | 11.3% |
| 1.0517578 | 1 | < 0.1% |
| 1.112793 | 1 | < 0.1% |
| 1.1416016 | 1 | < 0.1% |
| 1.1667481 | 75 | 1.0% |
| 1.1668997 | 62 | 0.8% |
| 1.3105469 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 255 | |
| 6.9287109 | 1 | < 0.1% |
| 6.7988281 | 1 | < 0.1% |
| 6.5625 | 1 | < 0.1% |
| 6.5097656 | 1 | < 0.1% |
| 6.4658203 | 1 | < 0.1% |
| 6.4472656 | 1 | < 0.1% |
| 6.3632812 | 1 | < 0.1% |
| 6.3398438 | 1 | < 0.1% |
| 6.2919922 | 1 | < 0.1% |
hospdead
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 756.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7739 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5747 | |
| 1 | 1992 | 25.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5747 | |
| 1 | 1992 | 25.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5747 | |
| 1 | 1992 | 25.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7739 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5747 | |
| 1 | 1992 | 25.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7739 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5747 | |
| 1 | 1992 | 25.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7739 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5747 | |
| 1 | 1992 | 25.7% |
| adlsc | age | aps | avtisst | ca | crea | dementia | diabetes | dnr | dnrday | dzclass | dzgroup | hday | hospdead | hrt | meanbp | num.co | race | resp | scoma | sex | sod | sps | surv2m | surv6m | temp | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| adlsc | 1.000 | 0.129 | 0.105 | 0.004 | 0.052 | 0.006 | 0.295 | 0.090 | 0.154 | -0.148 | 0.094 | 0.070 | -0.018 | 0.153 | 0.018 | -0.037 | 0.155 | 0.023 | 0.016 | 0.138 | 0.090 | -0.000 | 0.095 | -0.150 | -0.144 | -0.004 |
| age | 0.129 | 1.000 | 0.024 | -0.119 | 0.140 | 0.078 | 0.262 | 0.135 | 0.181 | -0.219 | 0.144 | 0.132 | -0.079 | 0.061 | -0.134 | -0.039 | 0.117 | 0.108 | 0.005 | 0.050 | 0.088 | 0.037 | -0.107 | -0.218 | -0.225 | -0.077 |
| aps | 0.105 | 0.024 | 1.000 | 0.576 | 0.291 | 0.268 | 0.035 | 0.126 | 0.209 | 0.150 | 0.349 | 0.235 | 0.368 | 0.480 | 0.169 | -0.167 | 0.031 | 0.016 | 0.136 | 0.278 | 0.010 | 0.017 | 0.782 | -0.593 | -0.487 | 0.078 |
| avtisst | 0.004 | -0.119 | 0.576 | 1.000 | 0.223 | 0.103 | 0.039 | 0.008 | 0.204 | 0.332 | 0.367 | 0.242 | 0.494 | 0.552 | 0.184 | -0.123 | -0.185 | 0.022 | 0.025 | 0.345 | 0.021 | 0.043 | 0.581 | -0.466 | -0.342 | 0.180 |
| ca | 0.052 | 0.140 | 0.291 | 0.223 | 1.000 | 0.071 | 0.079 | 0.127 | 0.083 | 0.112 | 0.609 | 0.694 | 0.110 | 0.130 | 0.048 | 0.075 | 0.261 | 0.051 | 0.067 | 0.119 | 0.022 | 0.019 | 0.214 | 0.177 | 0.245 | 0.049 |
| crea | 0.006 | 0.078 | 0.268 | 0.103 | 0.071 | 1.000 | 0.008 | 0.069 | 0.044 | 0.023 | 0.093 | 0.062 | 0.071 | 0.139 | -0.029 | -0.153 | 0.077 | 0.010 | -0.017 | 0.056 | 0.017 | 0.057 | 0.155 | -0.122 | -0.097 | -0.065 |
| dementia | 0.295 | 0.262 | 0.035 | 0.039 | 0.079 | 0.008 | 1.000 | 0.035 | 0.129 | 0.013 | 0.087 | 0.109 | 0.005 | 0.012 | 0.033 | 0.028 | 0.136 | 0.023 | 0.000 | 0.093 | 0.030 | 0.007 | 0.035 | 0.074 | 0.058 | 0.000 |
| diabetes | 0.090 | 0.135 | 0.126 | 0.008 | 0.127 | 0.069 | 0.035 | 1.000 | 0.013 | 0.000 | 0.123 | 0.197 | 0.025 | 0.008 | 0.060 | 0.019 | 0.394 | 0.057 | 0.056 | 0.001 | 0.040 | 0.000 | 0.058 | 0.030 | 0.062 | 0.000 |
| dnr | 0.154 | 0.181 | 0.209 | 0.204 | 0.083 | 0.044 | 0.129 | 0.013 | 1.000 | 0.146 | 0.170 | 0.211 | 0.074 | 0.573 | 0.048 | 0.068 | 0.046 | 0.046 | 0.063 | 0.207 | 0.057 | 0.066 | 0.200 | 0.328 | 0.310 | 0.053 |
| dnrday | -0.148 | -0.219 | 0.150 | 0.332 | 0.112 | 0.023 | 0.013 | 0.000 | 0.146 | 1.000 | 0.158 | 0.111 | 0.264 | 0.033 | 0.093 | 0.006 | -0.140 | 0.000 | -0.004 | -0.019 | 0.009 | 0.003 | 0.157 | 0.058 | 0.133 | 0.111 |
| dzclass | 0.094 | 0.144 | 0.349 | 0.367 | 0.609 | 0.093 | 0.087 | 0.123 | 0.170 | 0.158 | 1.000 | 1.000 | 0.131 | 0.357 | 0.096 | 0.116 | 0.307 | 0.039 | 0.115 | 0.383 | 0.060 | 0.070 | 0.301 | 0.298 | 0.255 | 0.140 |
| dzgroup | 0.070 | 0.132 | 0.235 | 0.242 | 0.694 | 0.062 | 0.109 | 0.197 | 0.211 | 0.111 | 1.000 | 1.000 | 0.092 | 0.382 | 0.071 | 0.082 | 0.218 | 0.058 | 0.081 | 0.251 | 0.091 | 0.062 | 0.206 | 0.238 | 0.216 | 0.100 |
| hday | -0.018 | -0.079 | 0.368 | 0.494 | 0.110 | 0.071 | 0.005 | 0.025 | 0.074 | 0.264 | 0.131 | 0.092 | 1.000 | 0.175 | 0.124 | -0.032 | -0.175 | 0.020 | 0.031 | 0.250 | 0.000 | 0.006 | 0.376 | -0.376 | -0.278 | 0.140 |
| hospdead | 0.153 | 0.061 | 0.480 | 0.552 | 0.130 | 0.139 | 0.012 | 0.008 | 0.573 | 0.033 | 0.357 | 0.382 | 0.175 | 1.000 | 0.154 | 0.148 | 0.082 | 0.032 | 0.140 | 0.372 | 0.000 | 0.092 | 0.458 | 0.554 | 0.499 | 0.114 |
| hrt | 0.018 | -0.134 | 0.169 | 0.184 | 0.048 | -0.029 | 0.033 | 0.060 | 0.048 | 0.093 | 0.096 | 0.071 | 0.124 | 0.154 | 1.000 | 0.012 | -0.070 | 0.035 | 0.196 | 0.065 | 0.007 | 0.017 | 0.214 | -0.137 | -0.118 | 0.263 |
| meanbp | -0.037 | -0.039 | -0.167 | -0.123 | 0.075 | -0.153 | 0.028 | 0.019 | 0.068 | 0.006 | 0.116 | 0.082 | -0.032 | 0.148 | 0.012 | 1.000 | -0.032 | 0.032 | 0.034 | -0.015 | 0.027 | 0.061 | -0.169 | 0.126 | 0.116 | -0.019 |
| num.co | 0.155 | 0.117 | 0.031 | -0.185 | 0.261 | 0.077 | 0.136 | 0.394 | 0.046 | -0.140 | 0.307 | 0.218 | -0.175 | 0.082 | -0.070 | -0.032 | 1.000 | 0.019 | 0.013 | -0.116 | 0.059 | -0.036 | -0.055 | 0.102 | 0.081 | -0.118 |
| race | 0.023 | 0.108 | 0.016 | 0.022 | 0.051 | 0.010 | 0.023 | 0.057 | 0.046 | 0.000 | 0.039 | 0.058 | 0.020 | 0.032 | 0.035 | 0.032 | 0.019 | 1.000 | 0.011 | 0.038 | 0.052 | 0.018 | 0.034 | 0.036 | 0.047 | 0.022 |
| resp | 0.016 | 0.005 | 0.136 | 0.025 | 0.067 | -0.017 | 0.000 | 0.056 | 0.063 | -0.004 | 0.115 | 0.081 | 0.031 | 0.140 | 0.196 | 0.034 | 0.013 | 0.011 | 1.000 | 0.016 | 0.016 | 0.025 | 0.087 | -0.055 | -0.044 | 0.060 |
| scoma | 0.138 | 0.050 | 0.278 | 0.345 | 0.119 | 0.056 | 0.093 | 0.001 | 0.207 | -0.019 | 0.383 | 0.251 | 0.250 | 0.372 | 0.065 | -0.015 | -0.116 | 0.038 | 0.016 | 1.000 | 0.035 | 0.070 | 0.252 | -0.510 | -0.445 | 0.097 |
| sex | 0.090 | 0.088 | 0.010 | 0.021 | 0.022 | 0.017 | 0.030 | 0.040 | 0.057 | 0.009 | 0.060 | 0.091 | 0.000 | 0.000 | 0.007 | 0.027 | 0.059 | 0.052 | 0.016 | 0.035 | 1.000 | 0.000 | 0.025 | 0.021 | 0.021 | 0.043 |
| sod | -0.000 | 0.037 | 0.017 | 0.043 | 0.019 | 0.057 | 0.007 | 0.000 | 0.066 | 0.003 | 0.070 | 0.062 | 0.006 | 0.092 | 0.017 | 0.061 | -0.036 | 0.018 | 0.025 | 0.070 | 0.000 | 1.000 | -0.033 | -0.007 | 0.005 | 0.092 |
| sps | 0.095 | -0.107 | 0.782 | 0.581 | 0.214 | 0.155 | 0.035 | 0.058 | 0.200 | 0.157 | 0.301 | 0.206 | 0.376 | 0.458 | 0.214 | -0.169 | -0.055 | 0.034 | 0.087 | 0.252 | 0.025 | -0.033 | 1.000 | -0.740 | -0.651 | 0.072 |
| surv2m | -0.150 | -0.218 | -0.593 | -0.466 | 0.177 | -0.122 | 0.074 | 0.030 | 0.328 | 0.058 | 0.298 | 0.238 | -0.376 | 0.554 | -0.137 | 0.126 | 0.102 | 0.036 | -0.055 | -0.510 | 0.021 | -0.007 | -0.740 | 1.000 | 0.969 | -0.064 |
| surv6m | -0.144 | -0.225 | -0.487 | -0.342 | 0.245 | -0.097 | 0.058 | 0.062 | 0.310 | 0.133 | 0.255 | 0.216 | -0.278 | 0.499 | -0.118 | 0.116 | 0.081 | 0.047 | -0.044 | -0.445 | 0.021 | 0.005 | -0.651 | 0.969 | 1.000 | -0.034 |
| temp | -0.004 | -0.077 | 0.078 | 0.180 | 0.049 | -0.065 | 0.000 | 0.000 | 0.053 | 0.111 | 0.140 | 0.100 | 0.140 | 0.114 | 0.263 | -0.019 | -0.118 | 0.022 | 0.060 | 0.097 | 0.043 | 0.092 | 0.072 | -0.064 | -0.034 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| age | sex | dzgroup | dzclass | num.co | scoma | avtisst | race | sps | aps | surv2m | surv6m | hday | diabetes | dementia | ca | dnr | dnrday | meanbp | hrt | resp | temp | crea | sod | adlsc | hospdead | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6519 | 74.29999 | male | MOSF w/Malig | ARF/MOSF | 1 | 9.0 | 42.500000 | white | 33.000000 | 62.0 | 0.227997 | 0.128998 | 8 | 0 | 0 | metastatic | dnr after sadm | 1.0 | 109.0 | 117.0 | 8.0 | 38.00000 | 3.899902 | 136.0 | 1.000000 | 1 |
| 1174 | 47.30499 | male | ARF/MOSF w/Sepsis | ARF/MOSF | 4 | 100.0 | 50.000000 | white | 41.296875 | 83.0 | 0.024998 | 0.006000 | 22 | 0 | 0 | no | no dnr | 5.0 | 62.0 | 145.0 | 32.0 | 39.19531 | 2.500000 | 145.0 | 4.655273 | 1 |
| 683 | 58.69699 | female | CHF | COPD/CHF/Cirrhosis | 3 | 0.0 | 4.000000 | hispanic | 19.398438 | 40.0 | 0.883911 | 0.806885 | 1 | 1 | 0 | no | no dnr | 3.0 | 100.0 | 80.0 | 28.0 | 36.59375 | 2.199707 | 138.0 | 2.371582 | 0 |
| 5390 | 56.31198 | male | Cirrhosis | COPD/CHF/Cirrhosis | 1 | 9.0 | 18.000000 | white | 22.398438 | 28.0 | 0.747925 | 0.602905 | 1 | 0 | 0 | no | no dnr | 15.0 | 76.0 | 100.0 | 24.0 | 37.50000 | 1.299805 | 139.0 | 0.000000 | 0 |
| 7645 | 69.96899 | male | COPD | COPD/CHF/Cirrhosis | 2 | 9.0 | 13.000000 | white | 20.699219 | 24.0 | 0.812988 | 0.696899 | 1 | 0 | 0 | no | no dnr | 4.0 | 70.0 | 106.0 | 40.0 | 38.09375 | 0.599976 | 134.0 | 3.818848 | 0 |
| 99 | 75.76196 | male | ARF/MOSF w/Sepsis | ARF/MOSF | 0 | 0.0 | 23.666656 | white | 22.699219 | 28.0 | 0.734985 | 0.652954 | 8 | 0 | 0 | no | no dnr | 21.0 | 68.0 | 79.0 | 20.0 | 37.19531 | 1.099854 | 132.0 | 0.494800 | 0 |
| 6847 | 77.85596 | female | CHF | COPD/CHF/Cirrhosis | 2 | 0.0 | 23.000000 | black | 15.298828 | 19.0 | 0.802979 | 0.681885 | 1 | 0 | 0 | metastatic | dnr after sadm | 7.0 | 64.0 | 120.0 | 37.0 | 39.09375 | 1.599854 | 132.0 | 0.000000 | 1 |
| 2599 | 76.08795 | male | ARF/MOSF w/Sepsis | ARF/MOSF | 1 | 0.0 | 27.333328 | black | 19.597656 | 35.0 | 0.829956 | 0.772949 | 1 | 0 | 0 | no | dnr after sadm | 7.0 | 47.0 | 60.0 | 42.0 | 36.09375 | 0.299988 | 141.0 | 0.000000 | 0 |
| 4537 | 62.86398 | male | CHF | COPD/CHF/Cirrhosis | 4 | 0.0 | 7.000000 | white | 13.000000 | 13.0 | 0.922974 | 0.869995 | 1 | 1 | 0 | no | NaN | NaN | 0.0 | 0.0 | 10.0 | 36.09375 | 1.099854 | 139.0 | 0.000000 | 0 |
| 1565 | 65.25397 | female | Coma | Coma | 1 | 44.0 | 32.666657 | white | 21.000000 | 26.0 | 0.506958 | 0.435974 | 5 | 0 | 0 | no | no dnr | 17.0 | 58.0 | 75.0 | 38.0 | 37.89844 | 0.799927 | 141.0 | 0.000000 | 0 |
| age | sex | dzgroup | dzclass | num.co | scoma | avtisst | race | sps | aps | surv2m | surv6m | hday | diabetes | dementia | ca | dnr | dnrday | meanbp | hrt | resp | temp | crea | sod | adlsc | hospdead | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5686 | 45.64499 | male | Lung Cancer | Cancer | 1 | 0.0 | 6.500000 | white | 21.097656 | 10.0 | 0.669922 | 0.370972 | 1 | 0 | 0 | metastatic | no dnr | 7.0 | 48.0 | 175.0 | 28.0 | 39.89844 | 0.899902 | 142.0 | 0.494751 | 0 |
| 3446 | 65.52496 | female | Coma | Coma | 0 | 100.0 | 14.000000 | black | 22.597656 | 34.0 | 0.239990 | 0.173981 | 1 | 0 | 0 | no | dnr after sadm | 5.0 | 62.0 | 64.0 | 28.0 | 35.29688 | 1.500000 | 136.0 | 2.305664 | 1 |
| 2875 | 89.99896 | female | ARF/MOSF w/Sepsis | ARF/MOSF | 0 | 0.0 | 36.500000 | white | 22.898438 | 48.0 | 0.728882 | 0.644897 | 1 | 0 | 0 | no | dnr after sadm | 1.0 | 42.0 | 76.0 | 8.0 | 36.59375 | 1.500000 | 138.0 | 5.000000 | 1 |
| 8364 | 51.87698 | male | CHF | COPD/CHF/Cirrhosis | 2 | 0.0 | 13.666664 | white | 19.597656 | 33.0 | 0.897949 | 0.828979 | 1 | 0 | 0 | no | no dnr | 15.0 | 79.0 | 98.0 | 24.0 | 35.59375 | 1.699951 | 135.0 | 0.000000 | 0 |
| 5237 | 54.33798 | male | Cirrhosis | COPD/CHF/Cirrhosis | 2 | 0.0 | 16.000000 | black | 24.199219 | 31.0 | 0.756958 | 0.614990 | 1 | 0 | 0 | no | no dnr | 11.0 | 79.0 | 49.0 | 24.0 | 36.50000 | 1.000000 | 139.0 | 3.000000 | 0 |
| 167 | 53.86697 | male | CHF | COPD/CHF/Cirrhosis | 2 | 0.0 | 6.000000 | white | 14.199219 | 25.0 | 0.923950 | 0.871948 | 2 | 0 | 0 | no | no dnr | 4.0 | 63.0 | 68.0 | 26.0 | 36.00000 | 1.299805 | 139.0 | 0.494800 | 0 |
| 4832 | 25.25400 | female | ARF/MOSF w/Sepsis | ARF/MOSF | 0 | 0.0 | 45.500000 | black | 45.500000 | 71.0 | 0.522949 | 0.406982 | 3 | 0 | 0 | no | dnr after sadm | 24.0 | 122.0 | 125.0 | 24.0 | 36.19531 | 1.399902 | 141.0 | 0.000000 | 0 |
| 7832 | 71.13794 | female | CHF | COPD/CHF/Cirrhosis | 2 | 0.0 | 7.500000 | white | 23.000000 | 45.0 | 0.803955 | 0.683960 | 1 | 0 | 0 | no | no dnr | 10.0 | 61.0 | 64.0 | 28.0 | 35.89844 | 2.500000 | 137.0 | 0.000000 | 0 |
| 2283 | 78.60394 | female | ARF/MOSF w/Sepsis | ARF/MOSF | 1 | 0.0 | 24.666656 | white | 21.296875 | 31.0 | 0.755981 | 0.678955 | 6 | 1 | 0 | no | no dnr | 21.0 | 120.0 | 68.0 | 8.0 | 38.09375 | 3.299805 | 145.0 | 0.000000 | 0 |
| 8799 | 41.88898 | female | Lung Cancer | Cancer | 1 | 0.0 | 4.000000 | white | 16.500000 | 11.0 | 0.767944 | 0.518921 | 1 | 0 | 0 | metastatic | no dnr | 5.0 | 70.0 | 62.0 | 20.0 | 37.69531 | 0.899902 | 138.0 | 1.000000 | 0 |